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Generating Serialisation Code with Clang

Learn how Clang simplifies serialization code generation for large C++ libraries by leveraging attributes for efficient and scalable solutions.

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Generating Serialisation Code with Clang

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  1. Generating Serialisation Code with Clang • EURO-LLVM CONFERENCE • 12th April 2012 • Wayne Palmer Generating Serialisation Code with Clang

  2. Generating Serialisation Code with ClangINTRODUCTION TO THE QUANTITATIVEANALYTICS LIBRARY • A single C++ library of nearly 10 million lines of code. • Delivered 2-3 times a week to each of the trading and risk management desks around the bank. • Calculates risk. • Calculates how to hedge that risk. Generating Serialisation Code with Clang

  3. Generating Serialisation Code with ClangINTRODUCTION TO THE QUANTITATIVEANALYTICS LIBRARY • Market behaviour generally too complex to model using closed-form methods. • Significant amount of calculations in QA useMonte Carlo techniques. • Monte Carlo computationally expensive. Generating Serialisation Code with Clang

  4. Generating Serialisation Code with ClangTHE NEED FOR SERIALISATION • On a single machine, risk calculations would take days or even weeks. • The requirement is for risk calculations to take anywhere from milliseconds to overnight. • For speed, calculations are distributed to a grid. • Currently there are: • 55,000 CPU Cores. • 25,000 servers and scavenged workstations. • 100 million tasks are run each day. • 50% CPU core growth each year. • To communicate between processes on the grid we need to serialise data structures. Generating Serialisation Code with Clang

  5. Generating Serialisation Code with ClangTHE NEED FOR SERIALISATION • Hand written serialisation code. • Time consuming. • Not a scalable solution. • Maintenance costs increase as library size increases. • Fundamental changes need to be rolled out to every data structure. • Prone to human error. • Hard to enforce standards. Generating Serialisation Code with Clang

  6. Generating Serialisation Code with ClangA BIT OF HISTORY • Automation of serialisation code generation – previously used Doxygen. • Not designed with the intention of generating code for serialisation. • Would only run on directories and not individual translation units. • Built up massive data structures in memory. • Slow. • Not a C++ compiler, but a C++ parser. • Implementation not separated from functionality. • Difficult to integrate with the build system. Generating Serialisation Code with Clang

  7. Generating Serialisation Code with ClangENTER CLANG • Serialisation with Clang • Clang AST easy to use. • Fast. • Accurate. • Can use attributes to identify structures for serialisation. • Generate customised errors with respect to serialisation. • Runs on translation units. • Seamlessly integrated into our Build System. • Can easily deliver wholesale changes to serialisation. • Easily rollout new output formats, i.e. JSON, XML, Binary. • Change existing formats. Generating Serialisation Code with Clang

  8. Generating Serialisation Code with ClangTHE POWER OF ATTRIBUTES • Clang has great support for finding attributes. • Separates functionality from implementation. • Can easily add / remove serialisation by adding / removing the attribute. • Don’t have to alter the class implementation. • Hard to mistake the identity of the class. • #ifdef __clang__ • # define ATTR(...) __attribute__((annotate( " " #__VA_ARGS__ ))) • #else • # define ATTR(...) • #endif Generating Serialisation Code with Clang

  9. Generating Serialisation Code with ClangTHE POWER OF ATTRIBUTES • #ifndefSIMPLE_H • #define SIMPLE_H • #include "ATTR.h" • classATTR(serialise) Simple • { • public: • Simple() : m_SerMember(65) {} • intm_SerMember; • virtualvoidneedAMethod(); • virtual~Simple() {} • }; • #endif// SIMPLE_H Generating Serialisation Code with Clang

  10. Generating Serialisation Code with ClangTHE POWER OF ATTRIBUTES • #ifndefSIMPLE_H • #define SIMPLE_H • #include "ATTR.h" • classATTR(serialise) Simple • { • public: • Simple() : m_SerMember(65), m_NoSerMember(65) {} • intm_SerMember; • charATTR(no_serialise) m_NoSerMember; • virtualvoidneedAMethod(); • virtual~Simple() {} • }; • #endif// SIMPLE_H Generating Serialisation Code with Clang

  11. Generating Serialisation Code with ClangTHE POWER OF ATTRIBUTES • #ifndefSIMPLE_H • #define SIMPLE_H • #include "ATTR.h" • classATTR(hand_serialise(HandSer.h)) Simple • { • public: • Simple() : m_SerMember(65) {} • intm_SerMember; • virtualvoidneedAMethod(); • virtual~Simple() {} • }; • #endif// SIMPLE_H Generating Serialisation Code with Clang

  12. Generating Serialisation Code with ClangONCE AND ONLY ONCE • How do we identify the data structures for which we want to generate serialisation code? • How do we ensure each data structure has serialisation code generated? • How do we ensure this is all done seamlessly within the build system? Generating Serialisation Code with Clang

  13. Generating Serialisation Code with ClangONCE AND ONLY ONCE • Translation units can include many declarations of classes that require serialisation. Generating Serialisation Code with Clang

  14. Generating Serialisation Code with ClangONCE AND ONLY ONCE • Class declarations that require serialisation can be included in more than one translation unit. Generating Serialisation Code with Clang

  15. Generating Serialisation Code with ClangFINDING THE KEY FUNCTION • Must find a “key function”. • A method that makes this class unique to this translation unit. • Same as Clang “key function” for finding where to place a v-table. • However, don’t care if it is virtual or non-virtual. Generating Serialisation Code with Clang

  16. Generating Serialisation Code with ClangFINDING THE KEY FUNCTION • Visit each method of the Clang AST (CXXMethodDecl). • voidAction::VisitCXXMethodDecl( CXXMethodDeclIteriter ) { } Generating Serialisation Code with Clang

  17. Generating Serialisation Code with ClangFINDING THE KEY FUNCTION • Throw away methods that have no declaration context (global scope). clang::DeclContext const * declCtxt(iter->getDeclContext()); if (!declCtxt)return; Generating Serialisation Code with Clang

  18. Generating Serialisation Code with ClangFINDING THE KEY FUNCTION • If the declaration context is a class or struct (CXXRecordDecl) then take a closer look at this class. • Traverse each method of this CXXRecordDecl looking for a key method. • if (clang::CXXRecordDecl const *cxxRecDecl = dyn_cast<clang::CXXRecordDecl>(declCtxt)) Generating Serialisation Code with Clang

  19. Generating Serialisation Code with ClangFINDING THE KEY FUNCTION • Key function won’t be unique if it is in the header file, i.e.: • Implicitly generated by the compiler (i.e. constructors). • Inline specified or have an inline body. • Pure virtual function – most probably has no implementation. • If the function is none of these things, it is the key function. if (methodDecl->isPure()) continue;if (methodDecl->isImplicit()) continue;if (methodDecl->isInlineSpecified()) continue;if (methodDecl->hasInlineBody()) continue;foundDecl=methodDecl;break; Generating Serialisation Code with Clang

  20. Generating Serialisation Code with ClangCAN’T FIND A KEY FUNCTION • What if a class that requires serialisation has no key function? • Manually add a “key method”. • size_t = sizeof(T) ensures that T is a complete type. • structReflection • { • template<typename T> static void owner(const T &, const size_t = sizeof(T)); • }; • #defineOWN_THE_SERIALISATION_FOR(TYPE) \ • template<> voidReflection::owner(const TYPE &, const size_t); • OWN_THE_SERIALISATION_FOR(A) Generating Serialisation Code with Clang

  21. Generating Serialisation Code with ClangGENERATING FOR A SIMPLE CLASS • Now that we have found a unique identifier for struct A (the key method of A), check that it has attribute “serialise”. • If so, Clang can easily generate code capable of serialising the object in the file A.ser.cpp. Generating Serialisation Code with Clang

  22. Generating Serialisation Code with ClangCOMPILING FOR A SIMPLE CLASS • The build system then “force includes” the file A.ser.cpp into A.cpp. • Seamlessly, the developer’s struct A is now capable of being serialised / de-serialised. Generating Serialisation Code with Clang

  23. Generating Serialisation Code with ClangWHAT CLANG GENERATES – ONE CLASS • Code generation for a simple struct (or class) A. • Generate the declaration for the serialise function. • Generate the definition for the serialise function. Generating Serialisation Code with Clang

  24. Generating Serialisation Code with ClangWHAT CLANG GENERATES – INHERITANCE • When struct A derives from B: • Since we want our build system to compile this file straight away, the declaration for serialising B ( serialise<B>() ) must be generated now in the file A.ser.cpp. • Without this, “gates” in the build system would have to be introduced. • All classes that inherit from B will generate this declaration. Clang will generate the definition for serialise<B>() when processing B. Generating Serialisation Code with Clang

  25. Generating Serialisation Code with ClangWHAT CLANG GENERATES – IMPLICIT TEMPLATES • For templated types we chose to generate templates rather than specialisations – less code generation required. • The declaration and definition for templated types must be generated by Clang. Generating Serialisation Code with Clang

  26. Generating Serialisation Code with ClangOTHER USES OF CLANG WITHIN BARCLAYS • Automatic generation of the Quantitative Analytics library interface. • Keyhole interface similar to COM. • Must maintain backwards compatibility. • Generates C++, COM, SWIG (Java), .NET (C++/CLR) interfaces automatically. • Enforcing standards on the use of framework classes. • Thread safety mark-up. Generating Serialisation Code with Clang

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